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20242026
most citedSpatial-Mamba: Effective Visual State Space Models via Structure-aware State Fusion

3 citations · 3 across the 10 of their papers we have counts for

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5 papers · 1 filter

cs.CV2025

DPO-SR: Direct Perceptual Preference Optimization for Real-World Image Super-Resolution

Rongyuan Wu, Lingchen Sun, Zhengqiang Zhang +5

Benefiting from pre-trained text-to-image (T2I) diffusion models, real-world image super-resolution (Real-ISR) methods can synthesize rich and realistic details. However, due to th…

cs.CV2025

GPSToken: Gaussian Parameterized Spatially-adaptive Tokenization for Image Representation and Generation

Zhengqiang Zhang, Rongyuan Wu, Lingchen Sun +1

Effective and efficient tokenization plays an important role in image representation and generation. Conventional methods, constrained by uniform 2D/1D grid tokenization, are infle…

eess.IV2025

NTIRE 2025 the 2nd Restore Any Image Model (RAIM) in the Wild Challenge

Jie Liang, Radu Timofte, Qiaosi Yi +7

In this paper, we present a comprehensive overview of the NTIRE 2025 challenge on the 2nd Restore Any Image Model (RAIM) in the Wild. This challenge established a new benchmark for…

cs.CV2025

One-Step Diffusion for Detail-Rich and Temporally Consistent Video Super-Resolution

Yujing Sun, Lingchen Sun, Shuaizheng Liu +3

It is a challenging problem to reproduce rich spatial details while maintaining temporal consistency in real-world video super-resolution (Real-VSR), especially when we leverage pr…

eess.IV2025

Generalized and Efficient 2D Gaussian Splatting for Arbitrary-scale Super-Resolution

Du Chen, Liyi Chen, Zhengqiang Zhang +1

Implicit Neural Representations (INR) have been successfully employed for Arbitrary-scale Super-Resolution (ASR). However, INR-based models need to query the multi-layer perceptron…